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Jake Saunders

Technical Lead

Hands-on technical lead specialising in turning complex, early-stage products into reliable, scalable systems. I lead small engineering teams while remaining an active developer, combining distributed systems engineering, product ownership and pragmatic delivery. Recent results include improving availability to 99.9%, supporting more than 15x customer growth and significantly improving cloud infrastructure efficiency.

Core Skills

Go / Python / Elixir
TypeScript / JavaScript
React / Next.js / Vue
Django / FastAPI
REST APIs / Backend
PostgreSQL / SQL
OpenSearch / Redis
Data modelling
Distributed systems
Event-driven systems
AWS / Kubernetes
Docker / Linux
CI/CD / Testing
Observability / SRE
System design
Technical leadership
People development
Product discovery
Architecture / RFCs
Agile delivery

Experience

Netcraft - Software Engineering Team Lead

Jan 2026 - Present
  • Led the turnaround of a threat intelligence and brand protection platform, increasing service availability from approximately 85% to 99.9% while scaling from 30 to 500+ customers without compromising service quality.
  • Drove the redesign of high-throughput data ingestion and indexing systems towards event-driven processing, improving operational resilience and infrastructure efficiency across large-scale PostgreSQL and OpenSearch workloads.
  • Improved AWS unit economics substantially despite more than 15x customer growth; led ongoing infrastructure optimisation and cost reduction initiatives.
  • Introduced lightweight delivery processes, clear end-to-end initiative ownership and a support rotation, improving responsiveness to production issues and delivering all committed quarterly roadmap initiatives on schedule.
  • More than doubled team output on the company's merged-MR measure, while mentoring engineers, developing future senior talent and embedding AI-assisted development practices.
  • Owned technical direction, quarterly product planning and customer discovery alongside line management and regular hands-on contributions to the Go codebase.
Technologies Used

Go, PostgreSQL, OpenSearch, Kubernetes, AWS, event-driven processing, distributed systems

LiveFlow - Software Engineer

Jul 2025 - Jan 2026
  • Delivered full-stack features for a greenfield multi-entity accounting platform using Elixir, PostgreSQL, React and Next.js, independently translating ambiguous accounting requirements into production software.
  • Designed a multi-currency unrealised gains calculation engine using independent historical valuations to avoid cumulative rounding errors; verified accuracy across arbitrary date ranges with automated reconciliation tests.
  • Implemented defence-in-depth tenant isolation in an existing application using application-level checks, PostgreSQL permissions and database constraints.
  • Used AI-assisted development tooling to become productive in an unfamiliar Elixir stack within weeks.

Prolific - Technical Lead

Aug 2024 - Jul 2025
  • Led a six-engineer product team, setting technical direction, mentoring developers and establishing a culture of incremental delivery and production ownership.
  • Delivered AI-assisted audience discovery and brought an ML-based study fill-time prediction system into production, with predictions accurate to approximately seven minutes.
  • Architected and led the replacement of a tightly coupled monolithic workflow with an event-driven, serverless system processing hundreds of millions of decisions per day at sub-second latency.
  • Reduced study publish-to-first-submission time from eight minutes to two seconds.
  • Designed scalable query patterns for 1.1 billion participant attributes, enabling sub-second queries; contributed to architectural governance and cross-team technical hiring.
Technologies Used

Python, Django, AWS Lambda, DynamoDB, API Gateway, EventBridge, PostgreSQL, Vue

Prolific - Senior Software Engineer

Jan 2024 - Aug 2024
  • Led technical design and end-to-end delivery of product initiatives, helping migrate a Django monolith towards decoupled AWS serverless services.

Prolific - Back End Developer

Jun 2022 - Jan 2024
  • Delivered customer-facing features across Python, Django and Vue, from requirements and architecture through to production.
  • Improved operational visibility and incident response with domain-specific monitoring, dashboards and alerts.

Equal Experts - Python / Data Engineer

Nov 2021 - Jun 2022
  • Built predictive maintenance machine-learning models for a major industrial customer, identifying potential equipment failures ahead of time.
  • Delivered a Flask-based project management application for a large government organisation on a short delivery timescale.
Technologies Used

Python, Flask, Scikit-Learn, Pandas, PostgreSQL

PrimarySite - Backend Developer

Dec 2020 - Dec 2021
  • Developed backend features and greenfield services for an education platform using Python, Django and Django REST Framework.
  • Owned testing and release activities, coordinating stakeholder communications and improving delivery automation.

Jaguar Land Rover - Engineer

Sept 2017 - Dec 2020
  • Responsible for all major machine program development and testing improvements across 60 machines producing 500,000 parts per year.
  • Designed, created and commissioned a Django based web platform for tracking production components, managing inspection strategies and documentation and optimizing production.
  • Created, managed and improved numerous incoming data pipelines with hundreds of millions of discrete data points. Automated the cleanup and storage of all data and delivered unique insights using customizable live JavaScript dashboarding.
Technologies Used

Python, Django, Jinja2, Git, Javascript, JQuery, Postgres, Redis, Pandas

Zebra Technologies - Senior Product Manager

October 2016 - Sept 2017
  • Responsible for interacting with external clients to understand their needs and drafting technical specifications for the development team.

Jaguar Land Rover - Engineer

May 2015 - October 2016
  • Working as part of the team responsible for the design, development and commissioning of a new production line for JLR engines.

Rolls Royce - Process Owner

Sept 2010 - May 2015
  • Process owner for the EDM film cool drilling process. Responsible for improvements and new process development.

Qualifications

AWS

Cloud Practitioner, Developer
2023

Open University

Part Time Top-Up Bsc (Hons) Mechanical Engineering
2017 - 2019

Sheffield Hallam University

Foundation Degree Integrated Engineering
2013 - 2016

Rolls-Royce PLC

Technical Engineering Apprenticeship
2010 - 2014

Interests

I am a keen sportsman and enjoy playing football, running and cycling. I also enjoy reading and trying out new technologies.

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